Dataset statistics
| Number of variables | 12 |
|---|---|
| Number of observations | 243596 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 5421 |
| Duplicate rows (%) | 2.2% |
| Total size in memory | 22.3 MiB |
| Average record size in memory | 96.0 B |
Variable types
| Numeric | 9 |
|---|---|
| Categorical | 3 |
| Dataset has 5421 (2.2%) duplicate rows | Duplicates |
fps_lags is highly correlated with dropped_frames_mean and 2 other fields | High correlation |
dropped_frames_mean is highly correlated with fps_lags and 2 other fields | High correlation |
dropped_frames_std is highly correlated with fps_lags and 2 other fields | High correlation |
dropped_frames_max is highly correlated with fps_lags and 2 other fields | High correlation |
rtt_mean is highly correlated with rtt_std | High correlation |
rtt_std is highly correlated with rtt_mean | High correlation |
dropped_frames_mean is highly correlated with dropped_frames_max | High correlation |
dropped_frames_max is highly correlated with dropped_frames_mean | High correlation |
fps_lags is highly correlated with dropped_frames_mean and 2 other fields | High correlation |
dropped_frames_mean is highly correlated with fps_lags and 2 other fields | High correlation |
dropped_frames_std is highly correlated with fps_lags and 2 other fields | High correlation |
dropped_frames_max is highly correlated with fps_lags and 2 other fields | High correlation |
fps_mean is highly correlated with fps_std and 1 other fields | High correlation |
fps_std is highly correlated with fps_mean | High correlation |
fps_lags is highly correlated with fps_mean and 1 other fields | High correlation |
rtt_mean is highly correlated with rtt_std | High correlation |
rtt_std is highly correlated with rtt_mean | High correlation |
dropped_frames_mean is highly correlated with dropped_frames_max | High correlation |
dropped_frames_max is highly correlated with dropped_frames_mean | High correlation |
auto_fec_state is highly correlated with auto_fec_mean | High correlation |
auto_fec_mean is highly correlated with auto_fec_state | High correlation |
stream_quality is highly correlated with fps_lags | High correlation |
rtt_mean is highly skewed (γ1 = 33.39349025) | Skewed |
dropped_frames_mean is highly skewed (γ1 = 186.5391544) | Skewed |
dropped_frames_std is highly skewed (γ1 = 486.3128689) | Skewed |
dropped_frames_max is highly skewed (γ1 = 186.5391543) | Skewed |
fps_std has 58199 (23.9%) zeros | Zeros |
fps_lags has 228145 (93.7%) zeros | Zeros |
rtt_mean has 3514 (1.4%) zeros | Zeros |
rtt_std has 9344 (3.8%) zeros | Zeros |
dropped_frames_mean has 224288 (92.1%) zeros | Zeros |
dropped_frames_std has 224703 (92.2%) zeros | Zeros |
dropped_frames_max has 224288 (92.1%) zeros | Zeros |
auto_fec_mean has 36416 (14.9%) zeros | Zeros |
Reproduction
| Analysis started | 2022-10-05 01:41:22.177105 |
|---|---|
| Analysis finished | 2022-10-05 01:41:33.840362 |
| Duration | 11.66 seconds |
| Software version | pandas-profiling v3.2.0 |
| Download configuration | config.json |
| Distinct | 639 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 34.65525173 |
| Minimum | 0 |
|---|---|
| Maximum | 84.6 |
| Zeros | 370 |
| Zeros (%) | 0.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 23.8 |
| Q1 | 28.6 |
| median | 30 |
| Q3 | 42.5 |
| 95-th percentile | 57.5 |
| Maximum | 84.6 |
| Range | 84.6 |
| Interquartile range (IQR) | 13.9 |
Descriptive statistics
| Standard deviation | 10.98654749 |
|---|---|
| Coefficient of variation (CV) | 0.3170240278 |
| Kurtosis | -0.06269964055 |
| Mean | 34.65525173 |
| Median Absolute Deviation (MAD) | 2.8 |
| Skewness | 0.8680873114 |
| Sum | 8441880.7 |
| Variance | 120.7042257 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 30 | 53058 | 21.8% |
| 29.9 | 9793 | 4.0% |
| 29.8 | 5662 | 2.3% |
| 29.7 | 4144 | 1.7% |
| 30.1 | 3939 | 1.6% |
| 29.6 | 3309 | 1.4% |
| 29.5 | 2808 | 1.2% |
| 29.4 | 2345 | 1.0% |
| 29 | 2086 | 0.9% |
| 29.3 | 2067 | 0.8% |
| Other values (629) | 154385 |
| Value | Count | Frequency (%) |
| 0 | 370 | |
| 0.1 | 16 | < 0.1% |
| 0.2 | 7 | < 0.1% |
| 0.3 | 7 | < 0.1% |
| 0.4 | 4 | < 0.1% |
| 0.5 | 2 | < 0.1% |
| 0.6 | 1 | < 0.1% |
| 0.7 | 4 | < 0.1% |
| 0.8 | 4 | < 0.1% |
| 0.9 | 5 | < 0.1% |
| Value | Count | Frequency (%) |
| 84.6 | 1 | |
| 78.6 | 1 | |
| 77.1 | 1 | |
| 75.8 | 1 | |
| 74.1 | 1 | |
| 72.5 | 1 | |
| 71.4 | 1 | |
| 71.2 | 1 | |
| 65 | 1 | |
| 64.7 | 1 |
| Distinct | 18713 |
|---|---|
| Distinct (%) | 7.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.261398073 |
| Minimum | 0 |
|---|---|
| Maximum | 150.7660439 |
| Zeros | 58199 |
| Zeros (%) | 23.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.316227766 |
| median | 0.994428926 |
| Q3 | 2.547329757 |
| 95-th percentile | 9.501461876 |
| Maximum | 150.7660439 |
| Range | 150.7660439 |
| Interquartile range (IQR) | 2.231101991 |
Descriptive statistics
| Standard deviation | 3.554645289 |
|---|---|
| Coefficient of variation (CV) | 1.571879508 |
| Kurtosis | 48.31494126 |
| Mean | 2.261398073 |
| Median Absolute Deviation (MAD) | 0.994428926 |
| Skewness | 3.953706957 |
| Sum | 550867.5249 |
| Variance | 12.63550313 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 58199 | 23.9% |
| 0.316227766 | 3762 | 1.5% |
| 0.316227766 | 2858 | 1.2% |
| 0.316227766 | 2556 | 1.0% |
| 0.316227766 | 2525 | 1.0% |
| 0.316227766 | 1793 | 0.7% |
| 0.4714045208 | 1280 | 0.5% |
| 0.9486832981 | 1252 | 0.5% |
| 0.632455532 | 1179 | 0.5% |
| 0.4216370214 | 1154 | 0.5% |
| Other values (18703) | 167038 |
| Value | Count | Frequency (%) |
| 0 | 58199 | |
| 0.316227766 | 123 | 0.1% |
| 0.316227766 | 2858 | 1.2% |
| 0.316227766 | 1793 | 0.7% |
| 0.316227766 | 2525 | 1.0% |
| 0.316227766 | 3762 | 1.5% |
| 0.316227766 | 2556 | 1.0% |
| 0.316227766 | 198 | 0.1% |
| 0.316227766 | 115 | < 0.1% |
| 0.316227766 | 121 | < 0.1% |
| Value | Count | Frequency (%) |
| 150.7660439 | 1 | |
| 150.233337 | 1 | |
| 100.7957781 | 1 | |
| 96.06849408 | 1 | |
| 90.89340521 | 1 | |
| 90.08940004 | 1 | |
| 87.34885358 | 1 | |
| 77.42989661 | 1 | |
| 72.60157635 | 1 | |
| 69.35007811 | 1 |
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.103252927 |
| Minimum | 0 |
|---|---|
| Maximum | 10 |
| Zeros | 228145 |
| Zeros (%) | 93.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 10 |
| Range | 10 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.6158780258 |
|---|---|
| Coefficient of variation (CV) | 5.964751255 |
| Kurtosis | 172.5560032 |
| Mean | 0.103252927 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 11.88249546 |
| Sum | 25152 |
| Variance | 0.3793057426 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| 0 | 228145 | |
| 1 | 12341 | 5.1% |
| 2 | 1693 | 0.7% |
| 10 | 558 | 0.2% |
| 3 | 401 | 0.2% |
| 4 | 140 | 0.1% |
| 5 | 99 | < 0.1% |
| 6 | 69 | < 0.1% |
| 7 | 66 | < 0.1% |
| 8 | 45 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 228145 | |
| 1 | 12341 | 5.1% |
| 2 | 1693 | 0.7% |
| 3 | 401 | 0.2% |
| 4 | 140 | 0.1% |
| 5 | 99 | < 0.1% |
| 6 | 69 | < 0.1% |
| 7 | 66 | < 0.1% |
| 8 | 45 | < 0.1% |
| 9 | 39 | < 0.1% |
| Value | Count | Frequency (%) |
| 10 | 558 | 0.2% |
| 9 | 39 | < 0.1% |
| 8 | 45 | < 0.1% |
| 7 | 66 | < 0.1% |
| 6 | 69 | < 0.1% |
| 5 | 99 | < 0.1% |
| 4 | 140 | 0.1% |
| 3 | 401 | 0.2% |
| 2 | 1693 | 0.7% |
| 1 | 12341 |
| Distinct | 5192 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 55.27376188 |
| Minimum | 0 |
|---|---|
| Maximum | 13456.8 |
| Zeros | 3514 |
| Zeros (%) | 1.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 4.8 |
| Q1 | 14.6 |
| median | 30.6 |
| Q3 | 59.3 |
| 95-th percentile | 160.8 |
| Maximum | 13456.8 |
| Range | 13456.8 |
| Interquartile range (IQR) | 44.7 |
Descriptive statistics
| Standard deviation | 163.8729656 |
|---|---|
| Coefficient of variation (CV) | 2.964751448 |
| Kurtosis | 1987.056418 |
| Mean | 55.27376188 |
| Median Absolute Deviation (MAD) | 19 |
| Skewness | 33.39349025 |
| Sum | 13464467.3 |
| Variance | 26854.34884 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 3514 | 1.4% |
| 6 | 843 | 0.3% |
| 6.1 | 792 | 0.3% |
| 5 | 790 | 0.3% |
| 6.2 | 771 | 0.3% |
| 16.3 | 731 | 0.3% |
| 5.9 | 722 | 0.3% |
| 16.5 | 710 | 0.3% |
| 6.3 | 710 | 0.3% |
| 6.6 | 702 | 0.3% |
| Other values (5182) | 233311 |
| Value | Count | Frequency (%) |
| 0 | 3514 | |
| 0.4 | 1 | < 0.1% |
| 0.5 | 3 | < 0.1% |
| 0.6 | 3 | < 0.1% |
| 0.7 | 2 | < 0.1% |
| 0.8 | 2 | < 0.1% |
| 0.9 | 3 | < 0.1% |
| 1 | 5 | < 0.1% |
| 1.1 | 4 | < 0.1% |
| 1.2 | 4 | < 0.1% |
| Value | Count | Frequency (%) |
| 13456.8 | 1 | < 0.1% |
| 12496 | 9 | |
| 12058.8 | 1 | < 0.1% |
| 12051.3 | 1 | < 0.1% |
| 11593.6 | 1 | < 0.1% |
| 9008.4 | 1 | < 0.1% |
| 6615.7 | 1 | < 0.1% |
| 6587.7 | 1 | < 0.1% |
| 6584.6 | 1 | < 0.1% |
| 6496.8 | 1 | < 0.1% |
| Distinct | 49646 |
|---|---|
| Distinct (%) | 20.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 20.68391714 |
| Minimum | 0 |
|---|---|
| Maximum | 9561.738301 |
| Zeros | 9344 |
| Zeros (%) | 3.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.316227766 |
| Q1 | 0.7071067812 |
| median | 1.699673171 |
| Q3 | 6.624030327 |
| 95-th percentile | 46.388666 |
| Maximum | 9561.738301 |
| Range | 9561.738301 |
| Interquartile range (IQR) | 5.916923546 |
Descriptive statistics
| Standard deviation | 146.2428758 |
|---|---|
| Coefficient of variation (CV) | 7.070366544 |
| Kurtosis | 432.2814232 |
| Mean | 20.68391714 |
| Median Absolute Deviation (MAD) | 1.21662728 |
| Skewness | 17.43594552 |
| Sum | 5038519.48 |
| Variance | 21386.97871 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 9344 | 3.8% |
| 0.4830458915 | 1965 | 0.8% |
| 0.5163977795 | 1846 | 0.8% |
| 0.4216370214 | 1698 | 0.7% |
| 0.316227766 | 1632 | 0.7% |
| 0.5676462122 | 1574 | 0.6% |
| 0.5163977795 | 1538 | 0.6% |
| 0.6749485577 | 1412 | 0.6% |
| 0.316227766 | 1300 | 0.5% |
| 0.7888106377 | 1250 | 0.5% |
| Other values (49636) | 220037 |
| Value | Count | Frequency (%) |
| 0 | 9344 | |
| 0.316227766 | 11 | < 0.1% |
| 0.316227766 | 11 | < 0.1% |
| 0.316227766 | 8 | < 0.1% |
| 0.316227766 | 106 | < 0.1% |
| 0.316227766 | 392 | 0.2% |
| 0.316227766 | 497 | 0.2% |
| 0.316227766 | 440 | 0.2% |
| 0.316227766 | 150 | 0.1% |
| 0.316227766 | 1632 | 0.7% |
| Value | Count | Frequency (%) |
| 9561.738301 | 1 | |
| 7558.19307 | 1 | |
| 6798.502091 | 1 | |
| 6370.957946 | 1 | |
| 5771.552498 | 1 | |
| 5129.906415 | 1 | |
| 5102.562716 | 1 | |
| 4855.390045 | 1 | |
| 4855.065327 | 1 | |
| 4836.834314 | 1 |
dropped_frames_mean
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONSKEWEDZEROS| Distinct | 775 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 31538.26549 |
| Minimum | 0 |
|---|---|
| Maximum | 1097304300 |
| Zeros | 224288 |
| Zeros (%) | 92.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 4.6 |
| Maximum | 1097304300 |
| Range | 1097304300 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 5882144.321 |
|---|---|
| Coefficient of variation (CV) | 186.5081744 |
| Kurtosis | 34795.14214 |
| Mean | 31538.26549 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 186.5391544 |
| Sum | 7682595320 |
| Variance | 3.459962181 × 1013 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 224288 | |
| 3.4 | 634 | 0.3% |
| 3.3 | 616 | 0.3% |
| 3.5 | 489 | 0.2% |
| 3.2 | 353 | 0.1% |
| 3.6 | 342 | 0.1% |
| 6.5 | 299 | 0.1% |
| 3.7 | 289 | 0.1% |
| 6 | 286 | 0.1% |
| 5.9 | 284 | 0.1% |
| Other values (765) | 15716 | 6.5% |
| Value | Count | Frequency (%) |
| 0 | 224288 | |
| 0.1 | 204 | 0.1% |
| 0.2 | 76 | < 0.1% |
| 0.3 | 76 | < 0.1% |
| 0.4 | 80 | < 0.1% |
| 0.5 | 74 | < 0.1% |
| 0.6 | 91 | < 0.1% |
| 0.7 | 87 | < 0.1% |
| 0.8 | 77 | < 0.1% |
| 0.9 | 75 | < 0.1% |
| Value | Count | Frequency (%) |
| 1097304300 | 7 | < 0.1% |
| 65530 | 19 | |
| 32765 | 1 | < 0.1% |
| 212 | 1 | < 0.1% |
| 198.1 | 1 | < 0.1% |
| 196.1 | 1 | < 0.1% |
| 195.5 | 1 | < 0.1% |
| 192.9 | 1 | < 0.1% |
| 191.1 | 1 | < 0.1% |
| 190.3 | 1 | < 0.1% |
| Distinct | 4686 |
|---|---|
| Distinct (%) | 1.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.573090527 |
| Minimum | 0 |
|---|---|
| Maximum | 34537.34251 |
| Zeros | 224703 |
| Zeros (%) | 92.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 12.96533841 |
| Maximum | 34537.34251 |
| Range | 34537.34251 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 70.32015208 |
|---|---|
| Coefficient of variation (CV) | 44.70191057 |
| Kurtosis | 238832.9733 |
| Mean | 1.573090527 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 486.3128689 |
| Sum | 383198.5601 |
| Variance | 4944.923788 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 224703 | |
| 10.43551628 | 608 | 0.2% |
| 11.06797181 | 471 | 0.2% |
| 10.75174404 | 418 | 0.2% |
| 10.11928851 | 350 | 0.1% |
| 11.38419958 | 329 | 0.1% |
| 11.70042734 | 284 | 0.1% |
| 18.65743819 | 253 | 0.1% |
| 18.97366596 | 243 | 0.1% |
| 12.01665511 | 226 | 0.1% |
| Other values (4676) | 15711 | 6.4% |
| Value | Count | Frequency (%) |
| 0 | 224703 | |
| 0.316227766 | 207 | 0.1% |
| 0.316227766 | 1 | < 0.1% |
| 0.4216370214 | 8 | < 0.1% |
| 0.4216370214 | 1 | < 0.1% |
| 0.4830458915 | 4 | < 0.1% |
| 0.5163977795 | 5 | < 0.1% |
| 0.5270462767 | 2 | < 0.1% |
| 0.632455532 | 1 | < 0.1% |
| 0.632455532 | 69 | < 0.1% |
| Value | Count | Frequency (%) |
| 34537.34251 | 1 | |
| 422.58134 | 1 | |
| 389.8126188 | 1 | |
| 355.7952126 | 1 | |
| 335.4433882 | 1 | |
| 296.4273192 | 1 | |
| 291.878228 | 1 | |
| 272.4003589 | 1 | |
| 260.303434 | 1 | |
| 254.9580358 | 1 |
dropped_frames_max
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONSKEWEDZEROS| Distinct | 372 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 31541.88123 |
| Minimum | 0 |
|---|---|
| Maximum | 1097304300 |
| Zeros | 224288 |
| Zeros (%) | 92.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 38 |
| Maximum | 1097304300 |
| Range | 1097304300 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 5882144.302 |
|---|---|
| Coefficient of variation (CV) | 186.4867939 |
| Kurtosis | 34795.14211 |
| Mean | 31541.88123 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 186.5391543 |
| Sum | 7683476099 |
| Variance | 3.459962159 × 1013 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 224288 | |
| 34 | 1024 | 0.4% |
| 33 | 892 | 0.4% |
| 35 | 724 | 0.3% |
| 32 | 484 | 0.2% |
| 60 | 477 | 0.2% |
| 36 | 475 | 0.2% |
| 59 | 451 | 0.2% |
| 37 | 411 | 0.2% |
| 38 | 353 | 0.1% |
| Other values (362) | 14017 | 5.8% |
| Value | Count | Frequency (%) |
| 0 | 224288 | |
| 1 | 283 | 0.1% |
| 2 | 70 | < 0.1% |
| 3 | 77 | < 0.1% |
| 4 | 79 | < 0.1% |
| 5 | 79 | < 0.1% |
| 6 | 83 | < 0.1% |
| 7 | 86 | < 0.1% |
| 8 | 78 | < 0.1% |
| 9 | 92 | < 0.1% |
| Value | Count | Frequency (%) |
| 1097304300 | 7 | < 0.1% |
| 65530 | 20 | |
| 1343 | 1 | < 0.1% |
| 1131 | 1 | < 0.1% |
| 1079 | 1 | < 0.1% |
| 1034 | 1 | < 0.1% |
| 923 | 1 | < 0.1% |
| 854 | 1 | < 0.1% |
| 841 | 1 | < 0.1% |
| 757 | 2 | < 0.1% |
auto_bitrate_state
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.9 MiB |
| off | |
|---|---|
| full | |
| partial | 246 |
Length
| Max length | 7 |
|---|---|
| Median length | 3 |
| Mean length | 3.194375113 |
| Min length | 3 |
Characters and Unicode
| Total characters | 778137 |
|---|---|
| Distinct characters | 9 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | off |
|---|---|
| 2nd row | off |
| 3rd row | off |
| 4th row | off |
| 5th row | off |
Common Values
| Value | Count | Frequency (%) |
| off | 196985 | |
| full | 46365 | 19.0% |
| partial | 246 | 0.1% |
Length
Histogram of lengths of the category
Category Frequency Plot
| Value | Count | Frequency (%) |
| off | 196985 | |
| full | 46365 | 19.0% |
| partial | 246 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| f | 440335 | |
| o | 196985 | |
| l | 92976 | 11.9% |
| u | 46365 | 6.0% |
| a | 492 | 0.1% |
| p | 246 | < 0.1% |
| r | 246 | < 0.1% |
| t | 246 | < 0.1% |
| i | 246 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 778137 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| f | 440335 | |
| o | 196985 | |
| l | 92976 | 11.9% |
| u | 46365 | 6.0% |
| a | 492 | 0.1% |
| p | 246 | < 0.1% |
| r | 246 | < 0.1% |
| t | 246 | < 0.1% |
| i | 246 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 778137 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| f | 440335 | |
| o | 196985 | |
| l | 92976 | 11.9% |
| u | 46365 | 6.0% |
| a | 492 | 0.1% |
| p | 246 | < 0.1% |
| r | 246 | < 0.1% |
| t | 246 | < 0.1% |
| i | 246 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 778137 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| f | 440335 | |
| o | 196985 | |
| l | 92976 | 11.9% |
| u | 46365 | 6.0% |
| a | 492 | 0.1% |
| p | 246 | < 0.1% |
| r | 246 | < 0.1% |
| t | 246 | < 0.1% |
| i | 246 | < 0.1% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.9 MiB |
| partial | |
|---|---|
| off |
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 6.402026306 |
| Min length | 3 |
Characters and Unicode
| Total characters | 1559508 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | partial |
|---|---|
| 2nd row | partial |
| 3rd row | partial |
| 4th row | partial |
| 5th row | partial |
Common Values
| Value | Count | Frequency (%) |
| partial | 207180 | |
| off | 36416 | 14.9% |
Length
Histogram of lengths of the category
Category Frequency Plot
| Value | Count | Frequency (%) |
| partial | 207180 | |
| off | 36416 | 14.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 414360 | |
| p | 207180 | |
| r | 207180 | |
| t | 207180 | |
| i | 207180 | |
| l | 207180 | |
| f | 72832 | 4.7% |
| o | 36416 | 2.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 1559508 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 414360 | |
| p | 207180 | |
| r | 207180 | |
| t | 207180 | |
| i | 207180 | |
| l | 207180 | |
| f | 72832 | 4.7% |
| o | 36416 | 2.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1559508 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 414360 | |
| p | 207180 | |
| r | 207180 | |
| t | 207180 | |
| i | 207180 | |
| l | 207180 | |
| f | 72832 | 4.7% |
| o | 36416 | 2.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1559508 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 414360 | |
| p | 207180 | |
| r | 207180 | |
| t | 207180 | |
| i | 207180 | |
| l | 207180 | |
| f | 72832 | 4.7% |
| o | 36416 | 2.3% |
| Distinct | 101 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 49.4089476 |
| Minimum | 0 |
|---|---|
| Maximum | 250 |
| Zeros | 36416 |
| Zeros (%) | 14.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 50 |
| median | 50 |
| Q3 | 50 |
| 95-th percentile | 100 |
| Maximum | 250 |
| Range | 250 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 35.64902586 |
|---|---|
| Coefficient of variation (CV) | 0.7215095158 |
| Kurtosis | 8.447496015 |
| Mean | 49.4089476 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.2642051 |
| Sum | 12035822 |
| Variance | 1270.853045 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 50 | 180281 | |
| 0 | 36416 | 14.9% |
| 100 | 11660 | 4.8% |
| 200 | 8121 | 3.3% |
| 20 | 4178 | 1.7% |
| 40 | 1316 | 0.5% |
| 60 | 220 | 0.1% |
| 22 | 173 | 0.1% |
| 24 | 111 | < 0.1% |
| 26 | 79 | < 0.1% |
| Other values (91) | 1041 | 0.4% |
| Value | Count | Frequency (%) |
| 0 | 36416 | |
| 4 | 2 | < 0.1% |
| 5 | 6 | < 0.1% |
| 8 | 1 | < 0.1% |
| 10 | 17 | < 0.1% |
| 12 | 2 | < 0.1% |
| 15 | 14 | < 0.1% |
| 18 | 1 | < 0.1% |
| 20 | 4178 | 1.7% |
| 22 | 173 | 0.1% |
| Value | Count | Frequency (%) |
| 250 | 3 | < 0.1% |
| 208 | 1 | < 0.1% |
| 200 | 8121 | |
| 190 | 6 | < 0.1% |
| 185 | 11 | < 0.1% |
| 184 | 1 | < 0.1% |
| 182 | 1 | < 0.1% |
| 180 | 11 | < 0.1% |
| 171 | 1 | < 0.1% |
| 170 | 26 | < 0.1% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.9 MiB |
| 0 | |
|---|---|
| 1 | 15694 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 243596 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 227902 | |
| 1 | 15694 | 6.4% |
Length
Histogram of lengths of the category
Category Frequency Plot
| Value | Count | Frequency (%) |
| 0 | 227902 | |
| 1 | 15694 | 6.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 227902 | |
| 1 | 15694 | 6.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 243596 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 227902 | |
| 1 | 15694 | 6.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 243596 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 227902 | |
| 1 | 15694 | 6.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 243596 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 227902 | |
| 1 | 15694 | 6.4% |
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
First rows
| fps_mean | fps_std | fps_lags | rtt_mean | rtt_std | dropped_frames_mean | dropped_frames_std | dropped_frames_max | auto_bitrate_state | auto_fec_state | auto_fec_mean | stream_quality | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 29.9 | 0.316228 | 0 | 55.0 | 0.942809 | 0.0 | 0.0 | 0.0 | off | partial | 50.0 | 0 |
| 1 | 30.0 | 0.000000 | 0 | 55.0 | 0.942809 | 0.0 | 0.0 | 0.0 | off | partial | 50.0 | 0 |
| 2 | 30.0 | 0.000000 | 0 | 56.0 | 3.299832 | 0.0 | 0.0 | 0.0 | off | partial | 50.0 | 0 |
| 3 | 29.9 | 0.316228 | 0 | 58.4 | 4.599517 | 0.0 | 0.0 | 0.0 | off | partial | 50.0 | 0 |
| 4 | 30.0 | 0.000000 | 0 | 54.7 | 1.251666 | 0.0 | 0.0 | 0.0 | off | partial | 50.0 | 0 |
| 5 | 30.0 | 0.000000 | 0 | 54.4 | 0.699206 | 0.0 | 0.0 | 0.0 | off | partial | 50.0 | 0 |
| 6 | 29.7 | 0.948683 | 0 | 55.6 | 1.837873 | 0.0 | 0.0 | 0.0 | off | partial | 50.0 | 0 |
| 7 | 30.0 | 0.000000 | 0 | 58.6 | 1.712698 | 0.0 | 0.0 | 0.0 | off | partial | 50.0 | 0 |
| 8 | 30.0 | 0.000000 | 0 | 57.9 | 1.286684 | 0.0 | 0.0 | 0.0 | off | partial | 50.0 | 0 |
| 9 | 30.0 | 0.000000 | 0 | 57.3 | 0.483046 | 0.0 | 0.0 | 0.0 | off | partial | 50.0 | 0 |
Last rows
| fps_mean | fps_std | fps_lags | rtt_mean | rtt_std | dropped_frames_mean | dropped_frames_std | dropped_frames_max | auto_bitrate_state | auto_fec_state | auto_fec_mean | stream_quality | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 243586 | 24.0 | 0.0 | 0 | 9.0 | 0.0 | 0.0 | 0.0 | 0.0 | off | partial | 50.0 | 0 |
| 243587 | 24.0 | 0.0 | 0 | 9.0 | 0.0 | 0.0 | 0.0 | 0.0 | off | partial | 50.0 | 0 |
| 243588 | 24.0 | 0.0 | 0 | 9.0 | 0.0 | 0.0 | 0.0 | 0.0 | off | partial | 50.0 | 0 |
| 243589 | 24.0 | 0.0 | 0 | 9.0 | 0.0 | 0.0 | 0.0 | 0.0 | off | partial | 50.0 | 0 |
| 243590 | 24.0 | 0.0 | 0 | 9.0 | 0.0 | 0.0 | 0.0 | 0.0 | off | partial | 50.0 | 0 |
| 243591 | 24.0 | 0.0 | 0 | 9.0 | 0.0 | 0.0 | 0.0 | 0.0 | off | partial | 50.0 | 0 |
| 243592 | 24.0 | 0.0 | 0 | 9.0 | 0.0 | 0.0 | 0.0 | 0.0 | off | partial | 50.0 | 0 |
| 243593 | 24.0 | 0.0 | 0 | 9.0 | 0.0 | 0.0 | 0.0 | 0.0 | off | partial | 50.0 | 0 |
| 243594 | 24.0 | 0.0 | 0 | 9.0 | 0.0 | 0.0 | 0.0 | 0.0 | off | partial | 50.0 | 0 |
| 243595 | 24.0 | 0.0 | 0 | 9.0 | 0.0 | 0.0 | 0.0 | 0.0 | off | partial | 50.0 | 0 |
Most frequently occurring
| fps_mean | fps_std | fps_lags | rtt_mean | rtt_std | dropped_frames_mean | dropped_frames_std | dropped_frames_max | auto_bitrate_state | auto_fec_state | auto_fec_mean | stream_quality | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 739 | 30.0 | 0.0 | 0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | off | partial | 50.0 | 0 | 614 |
| 347 | 26.0 | 0.0 | 0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | off | partial | 50.0 | 0 | 195 |
| 418 | 29.0 | 0.0 | 0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | off | partial | 50.0 | 0 | 195 |
| 437 | 29.0 | 0.0 | 0 | 124.0 | 0.000000 | 0.0 | 0.0 | 0.0 | off | partial | 50.0 | 0 | 170 |
| 401 | 28.0 | 0.0 | 0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | off | partial | 50.0 | 0 | 130 |
| 779 | 30.0 | 0.0 | 0 | 3.3 | 0.483046 | 0.0 | 0.0 | 0.0 | off | partial | 50.0 | 0 | 105 |
| 377 | 27.0 | 0.0 | 0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | off | partial | 50.0 | 0 | 102 |
| 751 | 30.0 | 0.0 | 0 | 3.0 | 0.000000 | 0.0 | 0.0 | 0.0 | off | partial | 50.0 | 0 | 83 |
| 82 | 24.0 | 0.0 | 0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | off | partial | 50.0 | 0 | 78 |
| 240 | 25.0 | 0.0 | 0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | off | partial | 50.0 | 0 | 70 |